Zelens′kyi uses his communication skills as a weapon of war
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Ukraine’s President Volodymyr Zelens′kyi’s communication skills have proven to be a powerful weapon against Russia’s disinformation war towards Ukraine. When Russia launched its full-scale military invasion of Ukraine in February 2022, he began recording daily messages to Ukrainian society and reaching out to international audiences through live addresses. This paper analyzes Zelens′kyi’s speeches during the first 50 days of the intensified war. It examines the agenda-setting and framing methods, honed by his television experience, that he used to reach audiences, as well as their content. It suggests that these speeches made Ukraine’s narrative dominant in international media, dispersing the information fog Russia was trying to create whereby Ukraine needed to be “de-Nazified,” neutralized, and kept in Russia’s sphere of influence. They also helped consolidate Ukrainian society and strengthen international assistance.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it